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Muhammad Zakwan

Neural Port-Hamiltonian Models for Nonlinear Distributed Control: An Unconstrained Parametrization Approach

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Nov 15, 2024
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Stable Linear Subspace Identification: A Machine Learning Approach

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Nov 20, 2023
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Modulation Classification Through Deep Learning Using Resolution Transformed Spectrograms

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Jun 06, 2023
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Universal Approximation Property of Hamiltonian Deep Neural Networks

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Mar 21, 2023
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Physically Consistent Neural ODEs for Learning Multi-Physics Systems

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Nov 11, 2022
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On Robust Classification using Contractive Hamiltonian Neural ODEs

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Mar 22, 2022
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Distributed neural network control with dependability guarantees: a compositional port-Hamiltonian approach

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Dec 16, 2021
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